The Mishna Berurah (364:8) says that a Baal Nefesh shouldn't rely even on a *small city* eruv if it's surrounded by a "Tzuras HaPesach"/wire (if there is a street going straight through the city or if the street is wider than 16 amma/7.8 m (in contrast, Burbank is about 30 m wide!!))